{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User's Guide: Chapter 17: Derivations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Suppose you have a ``music21`` score that was organized something like this:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Figure 17.1: Score hierarchy](graphicalRepresentation/music21_hierarchy.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What we've seen already is that iterating over the score via, ``for n in score: print n`` will only get you the highest level of objects, namely the ``Metadata`` object and the two ``Part`` objects.  The inner objects, measures, clefs, notes, etc. Will not be available.  The simplest way of getting at all these objects is with the ``Stream.flat`` property.  Calling it on this score will change the representation so that only the non-stream elements (the pink ovals) remain in the score:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Figure 17.2: Flat Score](graphicalRepresentation/music21_flat.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This should be a review from previous chapters in the User's Guide.  This section explains the relationship between the original ``stream.Score`` object, which we will call ``s``, and the ``flat`` representation, which we will call ``s.flat`` or ``sf``.  The relationship between the two is called a ``Derivation``.  Symbolically, this representation can be visualized as follows:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Figure 17.3: Derivation representation](graphicalRepresentation/music21_derivation.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's parse a Mozart string quartet, K. 80, give it an ID and look where it came from:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Derivation of <music21.stream.Score mozartK80> from None>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = corpus.parse('mozart/k80', 1)\n",
    "s.id = 'mozartK80'\n",
    "s.derivation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This Score is the first Stream representing this piece in music21 so it has no derivation origin.  However, let's look at the first couple of measures of the piece using `.measures`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 393,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sExcerpt = s.measures(1, 4)\n",
    "sExcerpt.id = 'excerpt'\n",
    "sExcerpt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This excerpt has a more interesting `.derivation`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Derivation of <music21.stream.Score excerpt> from <music21.stream.Score mozartK80> via 'measures'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sExcerpt.derivation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are three things that are reported by the `__repr__` of the :class:`~music21.derivation.Derivation` object: the client (that is the element housing the Derivation object), the origin (that is the Stream that the client was derived from), and the method that derived the new Stream:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Score excerpt>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sExcerpt.derivation.client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Score mozartK80>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sExcerpt.derivation.origin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'measures'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sExcerpt.derivation.method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create another Stream from the Excerpt, this time, via transposition:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 397,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sTransposed = sExcerpt.transpose('P4')\n",
    "sTransposed.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Derivation of <music21.stream.Score transposed> from <music21.stream.Score excerpt> via 'transpose'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sTransposed.id = 'transposed'\n",
    "sTransposed.derivation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'transpose'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sTransposed.derivation.method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now this Stream has an origin, and that Stream has an origin. If we wanted to know where everything came from, we can use the `.rootDerivation` property:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Score excerpt>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sTransposed.derivation.origin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Score mozartK80>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sTransposed.derivation.origin.derivation.origin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Score mozartK80>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sTransposed.derivation.rootDerivation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we wnat to know the whole history of where this Stream comes from, we can use the `.chain()` method on the Derivation object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<music21.stream.Score excerpt>\n",
      "<music21.stream.Score mozartK80>\n"
     ]
    }
   ],
   "source": [
    "for previousScore in sTransposed.derivation.chain():\n",
    "    print(previousScore)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that derived Streams retain information about where they came from, but not vice-versa: there's no way to go from the original \"mozartK80\" Stream back to the \"transposed\" Stream.\n",
    "\n",
    "There are good uses for the derivation chain.  For instance, what if we want to change every `piano` mark to a `forte`, we might define a function to do that on a Stream and then call it on `sTransposed`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 398,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def makeLouder(s):\n",
    "    for dyn in s.recurse().getElementsByClass('Dynamic'):\n",
    "        dyn.value = 'f'\n",
    "\n",
    "makeLouder(sTransposed)\n",
    "sTransposed.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's pretty cool, but our original score is unchanged:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 393,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sExcerpt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, if we want to backtrack up the history of the score, let's call `makeLouder` on each Score in the `.derivation.chain()` (and now you might see why we make `makeLouder` a function to begin with:)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 393,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for s in sTransposed.derivation.chain():\n",
    "    makeLouder(s)\n",
    "\n",
    "sExcerpt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "sphinx_links": {
     "any": true
    }
   },
   "source": [
    "I hope that this gave a sense not only what Derviations are, but also why you might use them.  We'll continue to use derivations in later chapters, but for now let's return to some fundamentals of music theory in the form of :ref:`Intervals <usersGuide_18_intervals>`, in Chapter 18."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
